Guidance System for Retaliatory Violence in Rochester using Network Analysis

Advisor: Prof. Irshad Alteimer
Team: Ritambhara Jha, Sreenidhi Sridhar, Carter Brazell

In [ ]:
#Mounting the google drive to get access to the dataset.
from google.colab import drive
drive.mount('/content/drive')

Mounted at /content/drive
In [ ]:
# Importing python libraries needed for the network analysis.
import networkx as nx
import pandas as pd
import matplotlib.pyplot as plt
In [ ]:
# Reading the edge and node files.
file_edge = "/content/drive/Shareddrives/CPSI Capstone Group/Edge.xlsx"
file_node = "/content/drive/Shareddrives/CPSI Capstone Group/Node.xlsx"
Gang_edges = pd.read_excel(file_edge)
Gang_nodes = pd.read_excel(file_node)
In [ ]:
#Displaying node data.
Gang_nodes
Out[ ]:
MCAC ID ID Names Suspect Victim Witness
0 10-001 308786.0 Anthony Gibson 0.0 1.0 0.0
1 10-001 298149.0 Torrasha Smith 1.0 0.0 0.0
2 10-001 332152.0 Keith Travis 1.0 0.0 0.0
3 10-001 300956.0 Kendra Key 1.0 0.0 0.0
4 10-005 306089.0 Andrew Cooper 0.0 1.0 0.0
... ... ... ... ... ... ...
859 13-019 346886.0 Joshua Harper 0.0 0.0 0.0
860 13-019 289686.0 Alexis McIntyre 0.0 0.0 0.0
861 13-019 295301.0 Sharod Tramell 0.0 0.0 0.0
862 13-019 247938.0 Barry Turner 0.0 1.0 0.0
863 13-019 299284.0 Eric Majors 0.0 1.0 0.0

864 rows × 6 columns

In [ ]:
#Displaying edge data.
Gang_edges
Out[ ]:
MCAC ID ID Names
0 10-001 308786.0 Anthony Gibson
1 10-001 298149.0 Torrasha Smith
2 10-001 332152.0 Keith Travis
3 10-001 300956.0 Kendra Key
4 10-005 306089.0 Andrew Cooper
... ... ... ...
859 13-019 346886.0 Joshua Harper
860 13-019 289686.0 Alexis McIntyre
861 13-019 295301.0 Sharod Tramell
862 13-019 247938.0 Barry Turner
863 13-019 299284.0 Eric Majors

864 rows × 3 columns

In [ ]:
#Populating Graphs
G = nx.Graph()
dispute_dict = {} 

for index, row in Gang_nodes.iterrows():
  MCAC_ID = row['MCAC ID']
  ID = int(row['ID'])
  name = row['Names']
  # print(MCAC_ID, ID, name)

  if ID not in G:
    G.add_node(ID, MCAC_ID=MCAC_ID, ID=ID, name=name)

  if MCAC_ID not in dispute_dict:
    dispute_dict[MCAC_ID] = [ID]
  else:
    dispute_dict[MCAC_ID].append(ID)

self_loops = False

for MCAC_ID in dispute_dict:
  IDs = dispute_dict[MCAC_ID]
  edges = [(IDs[i], IDs[j], {'MCAC ID':MCAC_ID}) for i in range(len(IDs)) for j in range(i+(1-int(self_loops)),len(IDs))]
  G.add_edges_from(edges)
In [ ]:
#Displaying node attributes.
for node in G.nodes(data=True):
  print(node)

(308786, {'MCAC_ID': '10-001', 'ID': 308786, 'name': 'Anthony Gibson'})
(298149, {'MCAC_ID': '10-001', 'ID': 298149, 'name': 'Torrasha Smith'})
(332152, {'MCAC_ID': '10-001', 'ID': 332152, 'name': 'Keith Travis'})
(300956, {'MCAC_ID': '10-001', 'ID': 300956, 'name': 'Kendra Key'})
(306089, {'MCAC_ID': '10-005', 'ID': 306089, 'name': 'Andrew Cooper'})
(314853, {'MCAC_ID': '10-005', 'ID': 314853, 'name': 'Gregory Cooper'})
(319618, {'MCAC_ID': '10-005', 'ID': 319618, 'name': 'Damerick Love'})
(317140, {'MCAC_ID': '10-005', 'ID': 317140, 'name': 'Dayquan Love'})
(344698, {'MCAC_ID': '10-005', 'ID': 344698, 'name': 'Siomarie Mora'})
(252830, {'MCAC_ID': '10-005', 'ID': 252830, 'name': 'Charlene Riley'})
(312002, {'MCAC_ID': '10-005', 'ID': 312002, 'name': 'Harry Torres Jr'})
(302516, {'MCAC_ID': '10-005', 'ID': 302516, 'name': 'Grisel Roman'})
(101692, {'MCAC_ID': '10-005', 'ID': 101692, 'name': 'Harlin Torres'})
(258129, {'MCAC_ID': '10-005', 'ID': 258129, 'name': 'Harry Torres Sr'})
(327537, {'MCAC_ID': '10-007', 'ID': 327537, 'name': 'Tyler Moody'})
(212607, {'MCAC_ID': '10-007', 'ID': 212607, 'name': 'Tyrone Roundtree'})
(227320, {'MCAC_ID': '10-007', 'ID': 227320, 'name': 'Michelle Faison'})
(3346833, {'MCAC_ID': '10-007', 'ID': 3346833, 'name': 'Devonte Moorer'})
(318332, {'MCAC_ID': '10-007', 'ID': 318332, 'name': 'Alonzo Brown'})
(344401, {'MCAC_ID': '10-007', 'ID': 344401, 'name': 'Maaliek Brown'})
(212924, {'MCAC_ID': '10-007', 'ID': 212924, 'name': 'Natasha Oliver'})
(323970, {'MCAC_ID': '10-007', 'ID': 323970, 'name': 'Ira Carey'})
(292251, {'MCAC_ID': '10-007', 'ID': 292251, 'name': 'Samuel Williams'})
(113952, {'MCAC_ID': '10-007', 'ID': 113952, 'name': 'Shane Jackson'})
(333236, {'MCAC_ID': '10-010', 'ID': 333236, 'name': 'D’vontea Alexander'})
(111285, {'MCAC_ID': '10-010', 'ID': 111285, 'name': 'Tyshawn Babers'})
(331107, {'MCAC_ID': '10-010', 'ID': 331107, 'name': 'Jermaine Baker'})
(112507, {'MCAC_ID': '10-010', 'ID': 112507, 'name': 'Justice Baker'})
(340472, {'MCAC_ID': '10-010', 'ID': 340472, 'name': 'Jeremy Brown'})
(112920, {'MCAC_ID': '10-010', 'ID': 112920, 'name': 'Ralik Coffie'})
(104406, {'MCAC_ID': '10-010', 'ID': 104406, 'name': 'Alante Dees'})
(107519, {'MCAC_ID': '10-010', 'ID': 107519, 'name': 'Bishop Deloach'})
(330500, {'MCAC_ID': '10-010', 'ID': 330500, 'name': 'Nathaniel Harvey'})
(341523, {'MCAC_ID': '10-010', 'ID': 341523, 'name': 'Brian Holley'})
(330776, {'MCAC_ID': '10-010', 'ID': 330776, 'name': 'Julius June'})
(109389, {'MCAC_ID': '10-010', 'ID': 109389, 'name': 'Davon Macon'})
(114326, {'MCAC_ID': '10-010', 'ID': 114326, 'name': 'Derrick Macon'})
(327364, {'MCAC_ID': '10-010', 'ID': 327364, 'name': 'Aaron Peterson'})
(332973, {'MCAC_ID': '10-010', 'ID': 332973, 'name': 'Natavius Peterson'})
(114261, {'MCAC_ID': '10-010', 'ID': 114261, 'name': 'Taysean Smith'})
(328527, {'MCAC_ID': '10-010', 'ID': 328527, 'name': 'Ricardo Sykes'})
(332625, {'MCAC_ID': '10-010', 'ID': 332625, 'name': 'Marquis Thomas'})
(338385, {'MCAC_ID': '10-010', 'ID': 338385, 'name': 'Samuel Ackley'})
(332128, {'MCAC_ID': '10-010', 'ID': 332128, 'name': 'Jeffery Allen'})
(113347, {'MCAC_ID': '10-010', 'ID': 113347, 'name': 'Jquane Allen'})
(109335, {'MCAC_ID': '10-010', 'ID': 109335, 'name': 'Juwan Baldwin'})
(325427, {'MCAC_ID': '10-010', 'ID': 325427, 'name': 'George Cheek'})
(337601, {'MCAC_ID': '10-010', 'ID': 337601, 'name': 'Kevin Cleveland'})
(335865, {'MCAC_ID': '10-010', 'ID': 335865, 'name': 'Tyaire Collins'})
(327593, {'MCAC_ID': '10-010', 'ID': 327593, 'name': 'Brandon Craddock'})
(332631, {'MCAC_ID': '10-010', 'ID': 332631, 'name': 'Jonathan Craddock'})
(110038, {'MCAC_ID': '10-010', 'ID': 110038, 'name': 'Jahallah Felton'})
(340276, {'MCAC_ID': '10-010', 'ID': 340276, 'name': 'Saquan Felton'})
(334345, {'MCAC_ID': '10-010', 'ID': 334345, 'name': 'Ramell Mitchell'})
(339078, {'MCAC_ID': '10-010', 'ID': 339078, 'name': 'Tyshon Myles'})
(111564, {'MCAC_ID': '10-010', 'ID': 111564, 'name': 'Anthony Odum'})
(338384, {'MCAC_ID': '10-010', 'ID': 338384, 'name': 'Otis Phillips'})
(336907, {'MCAC_ID': '10-010', 'ID': 336907, 'name': 'Tomok Prescott'})
(115106, {'MCAC_ID': '10-010', 'ID': 115106, 'name': 'Denzel Richardson'})
(112677, {'MCAC_ID': '10-010', 'ID': 112677, 'name': 'Darnell Sanders'})
(325428, {'MCAC_ID': '10-010', 'ID': 325428, 'name': 'Ranard Smalls'})
(338381, {'MCAC_ID': '10-010', 'ID': 338381, 'name': 'Rashad Stanin'})
(229549, {'MCAC_ID': '10-013', 'ID': 229549, 'name': 'Jarmel Glass'})
(226266, {'MCAC_ID': '10-013', 'ID': 226266, 'name': 'Joseph Glass'})
(329702, {'MCAC_ID': '10-013', 'ID': 329702, 'name': 'Ebony Lawerence'})
(314971, {'MCAC_ID': '10-013', 'ID': 314971, 'name': 'Cartiey Martin'})
(290296, {'MCAC_ID': '10-013', 'ID': 290296, 'name': 'Dameon Williams'})
(288453, {'MCAC_ID': '10-013', 'ID': 288453, 'name': 'Charles Edward'})
(343969, {'MCAC_ID': '10-013', 'ID': 343969, 'name': 'Deveion Brunson'})
(299950, {'MCAC_ID': '10-014', 'ID': 299950, 'name': 'Joseph Way'})
(327466, {'MCAC_ID': '10-014', 'ID': 327466, 'name': 'Seth A. Belliard'})
(263906, {'MCAC_ID': '10-014', 'ID': 263906, 'name': 'Ayisha Horton'})
(333076, {'MCAC_ID': '10-016', 'ID': 333076, 'name': 'Clevys Ball'})
(322835, {'MCAC_ID': '10-016', 'ID': 322835, 'name': 'Robert Ball'})
(269779, {'MCAC_ID': '10-016', 'ID': 269779, 'name': 'Charles Garcia'})
(325688, {'MCAC_ID': '10-016', 'ID': 325688, 'name': 'Marvin Titus'})
(343731, {'MCAC_ID': '10-016', 'ID': 343731, 'name': 'Christopher Watts'})
(326256, {'MCAC_ID': '10-016', 'ID': 326256, 'name': 'Javon White'})
(209706, {'MCAC_ID': '10-016', 'ID': 209706, 'name': 'Jeremy White'})
(220384, {'MCAC_ID': '10-016', 'ID': 220384, 'name': 'Noah White'})
(272241, {'MCAC_ID': '10-016', 'ID': 272241, 'name': 'Timothy White'})
(292698, {'MCAC_ID': '10-016', 'ID': 292698, 'name': 'Keith Williams'})
(331356, {'MCAC_ID': '10-016', 'ID': 331356, 'name': 'Talique Jackson'})
(301979, {'MCAC_ID': '10-016', 'ID': 301979, 'name': 'Darnell Jiles Jr.'})
(210629, {'MCAC_ID': '10-016', 'ID': 210629, 'name': 'LaJason Lovett'})
(275621, {'MCAC_ID': '10-017', 'ID': 275621, 'name': 'Charles Foster'})
(317870, {'MCAC_ID': '10-017', 'ID': 317870, 'name': 'Justin Foster'})
(202506, {'MCAC_ID': '10-017', 'ID': 202506, 'name': 'Timothy Walters'})
(203973, {'MCAC_ID': '10-017', 'ID': 203973, 'name': 'Eric Reynolds'})
(336847, {'MCAC_ID': '10-018', 'ID': 336847, 'name': 'Keshawn Jennings'})
(289230, {'MCAC_ID': '10-018', 'ID': 289230, 'name': 'Jerome Phillips'})
(268119, {'MCAC_ID': '10-018', 'ID': 268119, 'name': 'Jesse Dobbs'})
(255140, {'MCAC_ID': '10-018', 'ID': 255140, 'name': 'Trenton Cook'})
(201643, {'MCAC_ID': '10-018', 'ID': 201643, 'name': 'Larry Harris'})
(251236, {'MCAC_ID': '10-018', 'ID': 251236, 'name': 'Derrick Moxley'})
(112320, {'MCAC_ID': '10-021', 'ID': 112320, 'name': 'Eric Bailey'})
(112845, {'MCAC_ID': '10-021', 'ID': 112845, 'name': 'Christopher Brock'})
(333790, {'MCAC_ID': '10-021', 'ID': 333790, 'name': 'Caprice Clark'})
(339371, {'MCAC_ID': '10-021', 'ID': 339371, 'name': 'Anthony Drummond'})
(321546, {'MCAC_ID': '10-021', 'ID': 321546, 'name': 'Shyquan Foster'})
(327379, {'MCAC_ID': '10-021', 'ID': 327379, 'name': 'Christopher Gilliam'})
(322141, {'MCAC_ID': '10-021', 'ID': 322141, 'name': 'Marcel Pierre'})
(336767, {'MCAC_ID': '10-021', 'ID': 336767, 'name': 'Staheen Ramos-Murray'})
(113476, {'MCAC_ID': '10-021', 'ID': 113476, 'name': 'Rasheem Sullivan'})
(113475, {'MCAC_ID': '10-021', 'ID': 113475, 'name': 'Shamere Thomas'})
(112647, {'MCAC_ID': '10-021', 'ID': 112647, 'name': 'Twyjuan Walker'})
(320624, {'MCAC_ID': '10-021', 'ID': 320624, 'name': 'Fazon Whitaker'})
(330316, {'MCAC_ID': '10-021', 'ID': 330316, 'name': 'Jumar Barber'})
(113257, {'MCAC_ID': '10-021', 'ID': 113257, 'name': 'Raheem Crawford'})
(326481, {'MCAC_ID': '10-021', 'ID': 326481, 'name': 'Keith Fleming'})
(334889, {'MCAC_ID': '10-021', 'ID': 334889, 'name': 'Daryl Green'})
(326913, {'MCAC_ID': '10-021', 'ID': 326913, 'name': 'Olajuwon Holt'})
(107029, {'MCAC_ID': '10-021', 'ID': 107029, 'name': 'Chad Hylton'})
(114731, {'MCAC_ID': '10-021', 'ID': 114731, 'name': 'Clay Primes'})
(326912, {'MCAC_ID': '10-021', 'ID': 326912, 'name': 'Devante Spencer'})
(326669, {'MCAC_ID': '10-021', 'ID': 326669, 'name': 'Gregory Starkes- Golding'})
(109743, {'MCAC_ID': '10-021', 'ID': 109743, 'name': 'Da’Quan Washpin'})
(316120, {'MCAC_ID': '10-021', 'ID': 316120, 'name': 'Kennon Welch'})
(315497, {'MCAC_ID': '10-021', 'ID': 315497, 'name': 'Harry Williams'})
(203171, {'MCAC_ID': '10-022', 'ID': 203171, 'name': 'Claxton Duval'})
(299745, {'MCAC_ID': '10-022', 'ID': 299745, 'name': 'Shayna Patterson'})
(258796, {'MCAC_ID': '10-022', 'ID': 258796, 'name': 'Tristan Boga'})
(264862, {'MCAC_ID': '10-022', 'ID': 264862, 'name': 'Gavin Brown'})
(346978, {'MCAC_ID': '10-023', 'ID': 346978, 'name': 'Canieya Williams'})
(308848, {'MCAC_ID': '10-023', 'ID': 308848, 'name': 'Ceairra Williams'})
(271263, {'MCAC_ID': '10-023', 'ID': 271263, 'name': 'Christina Lewis'})
(334814, {'MCAC_ID': '10-024', 'ID': 334814, 'name': 'Binh Phan'})
(337391, {'MCAC_ID': '10-024', 'ID': 337391, 'name': 'Edgar Esquilin'})
(327799, {'MCAC_ID': '10-024', 'ID': 327799, 'name': 'Loan Phan'})
(320770, {'MCAC_ID': '10-024', 'ID': 320770, 'name': 'Douglas Smith'})
(299473, {'MCAC_ID': '10-024', 'ID': 299473, 'name': 'Gregory Smith'})
(347248, {'MCAC_ID': '10-024', 'ID': 347248, 'name': 'Ralik Coffie'})
(326489, {'MCAC_ID': '10-024', 'ID': 326489, 'name': 'Rashod Coffie'})
(347381, {'MCAC_ID': '10-025', 'ID': 347381, 'name': 'Rasheem Sullivan'})
(347380, {'MCAC_ID': '10-025', 'ID': 347380, 'name': 'Shamere Thomas'})
(112869, {'MCAC_ID': '10-025', 'ID': 112869, 'name': 'Davonte Conyers'})
(335112, {'MCAC_ID': '10-026', 'ID': 335112, 'name': 'Joshua Gibson'})
(335111, {'MCAC_ID': '10-026', 'ID': 335111, 'name': 'Samuel Gibson'})
(294587, {'MCAC_ID': '10-026', 'ID': 294587, 'name': 'Beverly Smith'})
(323578, {'MCAC_ID': '10-026', 'ID': 323578, 'name': 'Shoniece Chatman'})
(305158, {'MCAC_ID': '10-026', 'ID': 305158, 'name': 'Caylyn Duffy'})
(208028, {'MCAC_ID': '10-026', 'ID': 208028, 'name': 'Ray Allen'})
(284669, {'MCAC_ID': '10-026', 'ID': 284669, 'name': 'Cordell Libbett'})
(326100, {'MCAC_ID': '10-026', 'ID': 326100, 'name': 'Walter Rhynes'})
(233679, {'MCAC_ID': '10-026', 'ID': 233679, 'name': 'Freddie Taylor'})
(274953, {'MCAC_ID': '10-026', 'ID': 274953, 'name': 'Andrea Jo Rugg'})
(200414, {'MCAC_ID': '10-027', 'ID': 200414, 'name': 'Henry Hunter Jr'})
(321333, {'MCAC_ID': '10-027', 'ID': 321333, 'name': 'Thomas Eware Ross'})
(338609, {'MCAC_ID': '10-027', 'ID': 338609, 'name': 'Victor Collins'})
(324539, {'MCAC_ID': '10-027', 'ID': 324539, 'name': 'Daquan Cotton'})
(226138, {'MCAC_ID': '10-028', 'ID': 226138, 'name': 'Reggie Diggs'})
(272431, {'MCAC_ID': '10-028', 'ID': 272431, 'name': 'Luis Orta'})
(225741, {'MCAC_ID': '10-031', 'ID': 225741, 'name': 'Tammy Watkins'})
(235693, {'MCAC_ID': '10-031', 'ID': 235693, 'name': 'Stella Outlaw'})
(206303, {'MCAC_ID': '10-031', 'ID': 206303, 'name': 'Stanley Glover'})
(304227, {'MCAC_ID': '10-032', 'ID': 304227, 'name': 'Lateef Budd'})
(266331, {'MCAC_ID': '10-032', 'ID': 266331, 'name': 'Marquis T. Holmes'})
(301281, {'MCAC_ID': '10-032', 'ID': 301281, 'name': 'Antonyio Nelson'})
(213409, {'MCAC_ID': '10-032', 'ID': 213409, 'name': 'Jovan Sargent'})
(308630, {'MCAC_ID': '10-032', 'ID': 308630, 'name': 'Jerry Ellington'})
(110152, {'MCAC_ID': '10-032', 'ID': 110152, 'name': 'Anthony McMillan'})
(112113, {'MCAC_ID': '10-032', 'ID': 112113, 'name': 'Shaquan McMillan'})
(311672, {'MCAC_ID': '10-032', 'ID': 311672, 'name': 'Jerren McTaw'})
(309500, {'MCAC_ID': '10-032', 'ID': 309500, 'name': 'Julius Weatherspoon'})
(309635, {'MCAC_ID': '10-033', 'ID': 309635, 'name': 'Eric Andino'})
(100271, {'MCAC_ID': '10-033', 'ID': 100271, 'name': 'Zachary Ball'})
(330799, {'MCAC_ID': '10-033', 'ID': 330799, 'name': 'Darnell Berry'})
(309302, {'MCAC_ID': '10-033', 'ID': 309302, 'name': 'Kentrel Boone'})
(330432, {'MCAC_ID': '10-033', 'ID': 330432, 'name': 'Demetrius Bordeaux'})
(341877, {'MCAC_ID': '10-033', 'ID': 341877, 'name': 'Adam Bowen'})
(317444, {'MCAC_ID': '10-033', 'ID': 317444, 'name': 'Cody Brown'})
(316734, {'MCAC_ID': '10-033', 'ID': 316734, 'name': 'Namon Brown'})
(317368, {'MCAC_ID': '10-033', 'ID': 317368, 'name': 'Talmage Brown'})
(339308, {'MCAC_ID': '10-033', 'ID': 339308, 'name': 'Anthony Capers'})
(312118, {'MCAC_ID': '10-033', 'ID': 312118, 'name': 'Daryl Cherry'})
(327637, {'MCAC_ID': '10-033', 'ID': 327637, 'name': 'Hakeem Forbes'})
(309300, {'MCAC_ID': '10-033', 'ID': 309300, 'name': 'Dominique Higgins'})
(340611, {'MCAC_ID': '10-033', 'ID': 340611, 'name': 'Daquan Huff'})
(313863, {'MCAC_ID': '10-033', 'ID': 313863, 'name': 'Chazere Hunter'})
(342993, {'MCAC_ID': '10-033', 'ID': 342993, 'name': 'Jamol Jackson'})
(311388, {'MCAC_ID': '10-033', 'ID': 311388, 'name': 'Wilbert Jackson'})
(312497, {'MCAC_ID': '10-033', 'ID': 312497, 'name': 'Terry Kennedy'})
(320962, {'MCAC_ID': '10-033', 'ID': 320962, 'name': 'Jahquan Majors'})
(327780, {'MCAC_ID': '10-033', 'ID': 327780, 'name': 'Marvin Mason'})
(315560, {'MCAC_ID': '10-033', 'ID': 315560, 'name': 'Kwame McNeal'})
(320202, {'MCAC_ID': '10-033', 'ID': 320202, 'name': 'Darrell Miller'})
(106337, {'MCAC_ID': '10-033', 'ID': 106337, 'name': 'Al’Tarique Mitchell'})
(310600, {'MCAC_ID': '10-033', 'ID': 310600, 'name': 'Christopher Moore'})
(275554, {'MCAC_ID': '10-033', 'ID': 275554, 'name': 'David Moultrie'})
(343963, {'MCAC_ID': '10-033', 'ID': 343963, 'name': 'Saleem Muhammed'})
(309301, {'MCAC_ID': '10-033', 'ID': 309301, 'name': 'Sean Osuna'})
(328771, {'MCAC_ID': '10-033', 'ID': 328771, 'name': 'Devin Perryman'})
(331064, {'MCAC_ID': '10-033', 'ID': 331064, 'name': 'Jamel Ray'})
(308678, {'MCAC_ID': '10-033', 'ID': 308678, 'name': 'Jamel Revenell'})
(112838, {'MCAC_ID': '10-033', 'ID': 112838, 'name': 'Andre Robinson'})
(315911, {'MCAC_ID': '10-033', 'ID': 315911, 'name': 'Charles Robinson'})
(303389, {'MCAC_ID': '10-033', 'ID': 303389, 'name': 'Desi Rodgers'})
(340679, {'MCAC_ID': '10-033', 'ID': 340679, 'name': 'Oshay Rowland'})
(309303, {'MCAC_ID': '10-033', 'ID': 309303, 'name': 'Branden Spearman'})
(340484, {'MCAC_ID': '10-033', 'ID': 340484, 'name': 'Alfred Thomas'})
(285902, {'MCAC_ID': '10-033', 'ID': 285902, 'name': 'James Thompson'})
(316442, {'MCAC_ID': '10-033', 'ID': 316442, 'name': 'Dwayne Tucker'})
(336666, {'MCAC_ID': '10-033', 'ID': 336666, 'name': 'Devon Wilburn'})
(267169, {'MCAC_ID': '10-033', 'ID': 267169, 'name': 'Roger Alexander'})
(267075, {'MCAC_ID': '10-033', 'ID': 267075, 'name': 'Earnest Baker'})
(111420, {'MCAC_ID': '10-033', 'ID': 111420, 'name': 'Demetrius Beard'})
(323242, {'MCAC_ID': '10-033', 'ID': 323242, 'name': 'Eric Bradley'})
(328458, {'MCAC_ID': '10-033', 'ID': 328458, 'name': 'Deisjar Brown'})
(283456, {'MCAC_ID': '10-033', 'ID': 283456, 'name': 'Desmond Greer'})
(301344, {'MCAC_ID': '10-033', 'ID': 301344, 'name': 'Travis Johnson'})
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(267217, {'MCAC_ID': '11-038', 'ID': 267217, 'name': 'Robert Forbes'})
(267900, {'MCAC_ID': '11-038', 'ID': 267900, 'name': 'Jarrel Johnson'})
(302027, {'MCAC_ID': '11-038', 'ID': 302027, 'name': 'OL Love'})
(299877, {'MCAC_ID': '11-038', 'ID': 299877, 'name': 'Donovan McGee'})
(307836, {'MCAC_ID': '11-038', 'ID': 307836, 'name': 'Javon Sampson'})
(269467, {'MCAC_ID': '11-038', 'ID': 269467, 'name': 'Kavon Rowe'})
(112907, {'MCAC_ID': '11-039', 'ID': 112907, 'name': 'Carlos Colon'})
(114952, {'MCAC_ID': '11-039', 'ID': 114952, 'name': 'Jhon Polanco'})
(274979, {'MCAC_ID': '11-039', 'ID': 274979, 'name': 'Angeles Guzman'})
(203616, {'MCAC_ID': '11-039', 'ID': 203616, 'name': 'Pedro “Angel” Sanchez, Jr'})
(358449, {'MCAC_ID': '11-040', 'ID': 358449, 'name': 'Brandon Wade'})
(368908, {'MCAC_ID': '11-040', 'ID': 368908, 'name': 'Joseph Barthel'})
(356792, {'MCAC_ID': '11-040', 'ID': 356792, 'name': 'Dominick Stanin Jr.'})
(355402, {'MCAC_ID': '11-040', 'ID': 355402, 'name': 'Kemari Hodrick'})
(356956, {'MCAC_ID': '11-040', 'ID': 356956, 'name': 'Dante Rankin'})
(362975, {'MCAC_ID': '11-040', 'ID': 362975, 'name': 'Bradley Carey D'})
(352025, {'MCAC_ID': '11-040', 'ID': 352025, 'name': 'Daysean Smith'})
(365563, {'MCAC_ID': '11-040', 'ID': 365563, 'name': 'Dajanique Dowdell-Montgomery'})
(365564, {'MCAC_ID': '11-040', 'ID': 365564, 'name': 'Diamond Trammell'})
(365565, {'MCAC_ID': '11-040', 'ID': 365565, 'name': 'Diamond Diggs'})
(115375, {'MCAC_ID': '11-040', 'ID': 115375, 'name': 'Raekwon Manigault'})
(355243, {'MCAC_ID': '11-040', 'ID': 355243, 'name': 'Jeremiah Barley'})
(351627, {'MCAC_ID': '11-043', 'ID': 351627, 'name': 'Shalah Singleton'})
(351147, {'MCAC_ID': '11-043', 'ID': 351147, 'name': 'Malik LIghtle'})
(351575, {'MCAC_ID': '11-043', 'ID': 351575, 'name': 'Michael Rollins'})
(362126, {'MCAC_ID': '11-043', 'ID': 362126, 'name': 'James Grisham-Holley'})
(362125, {'MCAC_ID': '11-043', 'ID': 362125, 'name': 'Jalen Baker'})
(280882, {'MCAC_ID': '11-044', 'ID': 280882, 'name': 'Jose Minllety'})
(356975, {'MCAC_ID': '11-044', 'ID': 356975, 'name': 'Roosevelt Minllety'})
(293978, {'MCAC_ID': '11-044', 'ID': 293978, 'name': 'Edward Lee Rodriguez Jr.'})
(325537, {'MCAC_ID': '11-044', 'ID': 325537, 'name': 'Alfredo Palacios'})
(333871, {'MCAC_ID': '11-044', 'ID': 333871, 'name': 'Deeric Morrison'})
(319721, {'MCAC_ID': '11-044', 'ID': 319721, 'name': 'Kwamane Jacque'})
(221655, {'MCAC_ID': '11-044', 'ID': 221655, 'name': 'Laureano Ramos'})
(312848, {'MCAC_ID': '11-044', 'ID': 312848, 'name': 'Javier Rivera'})
(312849, {'MCAC_ID': '11-044', 'ID': 312849, 'name': 'Carlos Louis Perez Jr.'})
(343185, {'MCAC_ID': '11-045', 'ID': 343185, 'name': 'Reginald Bruno Jr.'})
(307247, {'MCAC_ID': '11-045', 'ID': 307247, 'name': 'Reginald Bruno Sr'})
(309299, {'MCAC_ID': '11-045', 'ID': 309299, 'name': 'Jake Grant'})
(248114, {'MCAC_ID': '11-045', 'ID': 248114, 'name': 'Richard Hinds'})
(274656, {'MCAC_ID': '11-045', 'ID': 274656, 'name': 'Antony Owens'})
(286937, {'MCAC_ID': '11-045', 'ID': 286937, 'name': 'Carmella Terry'})
(206292, {'MCAC_ID': '11-045', 'ID': 206292, 'name': 'Darnell “D” Terry'})
(116655, {'MCAC_ID': '11-045', 'ID': 116655, 'name': 'Derrell Terry'})
(277845, {'MCAC_ID': '11-045', 'ID': 277845, 'name': 'Kenneth Terry'})
(245010, {'MCAC_ID': '11-045', 'ID': 245010, 'name': 'Lorenzo Terry Sr'})
(261398, {'MCAC_ID': '11-045', 'ID': 261398, 'name': 'Jerome Hightower'})
(329273, {'MCAC_ID': '11-045', 'ID': 329273, 'name': 'Herman Lewis Jr'})
(312096, {'MCAC_ID': '11-045', 'ID': 312096, 'name': 'Herman Joiner Jr'})
(313069, {'MCAC_ID': '11-045', 'ID': 313069, 'name': 'Antoinette Latson'})
(213742, {'MCAC_ID': '11-045', 'ID': 213742, 'name': 'Cellie Lewis'})
(346070, {'MCAC_ID': '11-045', 'ID': 346070, 'name': 'Tyquaan Lewis'})
(285757, {'MCAC_ID': '12-001', 'ID': 285757, 'name': 'Desmond Bice'})
(274628, {'MCAC_ID': '12-001', 'ID': 274628, 'name': 'Bruce Crockton'})
(324085, {'MCAC_ID': '12-001', 'ID': 324085, 'name': 'Randy Love'})
(326941, {'MCAC_ID': '12-001', 'ID': 326941, 'name': 'Tahjmin Oliver'})
(301217, {'MCAC_ID': '12-001', 'ID': 301217, 'name': 'Reginald Robinson'})
(316756, {'MCAC_ID': '12-001', 'ID': 316756, 'name': 'Stephon Robinson'})
(343722, {'MCAC_ID': '12-001', 'ID': 343722, 'name': 'Dequan Florence'})
(279757, {'MCAC_ID': '12-001', 'ID': 279757, 'name': 'Sir Cordae Hightower'})
(344288, {'MCAC_ID': '12-001', 'ID': 344288, 'name': 'Jayvar Lewis'})
(348601, {'MCAC_ID': '12-001', 'ID': 348601, 'name': 'Zagai Parnell'})
(213646, {'MCAC_ID': '12-001', 'ID': 213646, 'name': 'Denny Robinson'})
(320364, {'MCAC_ID': '12-001a', 'ID': 320364, 'name': 'Blaine Brinson'})
(333411, {'MCAC_ID': '12-001a', 'ID': 333411, 'name': 'Kyiell Cowart'})
(312948, {'MCAC_ID': '12-001a', 'ID': 312948, 'name': 'Earl Davis'})
(331752, {'MCAC_ID': '12-001a', 'ID': 331752, 'name': 'Rashawn Johnson'})
(331385, {'MCAC_ID': '12-001a', 'ID': 331385, 'name': 'Marquis King'})
(316342, {'MCAC_ID': '12-001a', 'ID': 316342, 'name': 'Garry Robinson'})
(224346, {'MCAC_ID': '12-002', 'ID': 224346, 'name': 'Takiyah Siplin'})
(204252, {'MCAC_ID': '12-002', 'ID': 204252, 'name': 'Lawrence Nobles'})
(300450, {'MCAC_ID': '12-002', 'ID': 300450, 'name': 'Kwame Reed'})
(335814, {'MCAC_ID': '12-002', 'ID': 335814, 'name': 'Domanique Young'})
(262816, {'MCAC_ID': '12-002', 'ID': 262816, 'name': 'Mother-Kelly Caldwell'})
(325781, {'MCAC_ID': '12-002', 'ID': 325781, 'name': 'Son- Khyri Caldwell'})
(335698, {'MCAC_ID': '12-002', 'ID': 335698, 'name': 'Son- J’ Lyne Caldwell'})
(313019, {'MCAC_ID': '12-002', 'ID': 313019, 'name': 'Son- Davon Caldwell'})
(111186, {'MCAC_ID': '12-002', 'ID': 111186, 'name': 'Waxie Council'})
(355078, {'MCAC_ID': '12-002', 'ID': 355078, 'name': 'Brandon ‘Grim’ Council'})
(344261, {'MCAC_ID': '12-004', 'ID': 344261, 'name': 'Bishop Foster'})
(358339, {'MCAC_ID': '12-004', 'ID': 358339, 'name': 'Nyrek Johnson'})
(353300, {'MCAC_ID': '12-004', 'ID': 353300, 'name': 'Andre Robinson'})
(112933, {'MCAC_ID': '12-004', 'ID': 112933, 'name': 'Denzel Jose'})
(324767, {'MCAC_ID': '12-006', 'ID': 324767, 'name': 'Bryon Johnson'})
(288024, {'MCAC_ID': '12-006', 'ID': 288024, 'name': 'Jemell Huntley'})
(300651, {'MCAC_ID': '12-006', 'ID': 300651, 'name': 'Mekell Huntley'})
(333276, {'MCAC_ID': '12-006', 'ID': 333276, 'name': 'Julius Rudolph'})
(307253, {'MCAC_ID': '12-006', 'ID': 307253, 'name': 'Cedrick Wilson'})
(247793, {'MCAC_ID': '12-006', 'ID': 247793, 'name': 'Gerald Coleman'})
(301638, {'MCAC_ID': '12-006', 'ID': 301638, 'name': 'Valencia Manley'})
(267423, {'MCAC_ID': '12-006', 'ID': 267423, 'name': 'Jaquan Moore'})
(255822, {'MCAC_ID': '12-006', 'ID': 255822, 'name': 'Levar Moore'})
(296930, {'MCAC_ID': '12-006', 'ID': 296930, 'name': 'Levar Moore'})
(283416, {'MCAC_ID': '12-006', 'ID': 283416, 'name': 'Mario Moore'})
(268643, {'MCAC_ID': '12-006', 'ID': 268643, 'name': 'Shondrell Moore'})
(326727, {'MCAC_ID': '12-006', 'ID': 326727, 'name': 'Tiquan Moore'})
(329391, {'MCAC_ID': '12-006', 'ID': 329391, 'name': 'Yolanda Moore'})
(342904, {'MCAC_ID': '12-007', 'ID': 342904, 'name': 'Dystany Nunez'})
(335288, {'MCAC_ID': '12-007', 'ID': 335288, 'name': 'Jahmil Scott'})
(350869, {'MCAC_ID': '12-007', 'ID': 350869, 'name': 'Elijah Davis'})
(217973, {'MCAC_ID': '12-007', 'ID': 217973, 'name': 'Angelica Nunez'})
(302365, {'MCAC_ID': '12-007', 'ID': 302365, 'name': 'Shanta Davis'})
(357123, {'MCAC_ID': '12-007', 'ID': 357123, 'name': 'Daryl Lively'})
(353765, {'MCAC_ID': '12-007', 'ID': 353765, 'name': 'Marquise Townsend'})
(347351, {'MCAC_ID': '12-011', 'ID': 347351, 'name': 'Alesia Smith'})
(117869, {'MCAC_ID': '12-011', 'ID': 117869, 'name': 'Tawanda Arterberry'})
(115063, {'MCAC_ID': '12-011', 'ID': 115063, 'name': 'Devonte Harris'})
(354144, {'MCAC_ID': '12-011', 'ID': 354144, 'name': 'Christal Bollar'})
(209356, {'MCAC_ID': '12-011', 'ID': 209356, 'name': 'Kevin Bollar'})
(352126, {'MCAC_ID': '12-014', 'ID': 352126, 'name': 'Sammie Griner 3rd Poss.'})
(115991, {'MCAC_ID': '12-014', 'ID': 115991, 'name': 'Rayshaun Parsons'})
(362011, {'MCAC_ID': '12-014', 'ID': 362011, 'name': 'Ricky Davis'})
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(312190, {'MCAC_ID': '12-014', 'ID': 312190, 'name': 'Al Oliver'})
(336933, {'MCAC_ID': '12-014', 'ID': 336933, 'name': 'Jade Powell'})
(324319, {'MCAC_ID': '12-014', 'ID': 324319, 'name': 'Christopher Q Williams'})
(352141, {'MCAC_ID': '12-014', 'ID': 352141, 'name': 'Chauncey Reid Poss.'})
(350434, {'MCAC_ID': '12-014', 'ID': 350434, 'name': 'Sidney Rutland'})
(314998, {'MCAC_ID': '12-015', 'ID': 314998, 'name': 'Charles Holley'})
(315542, {'MCAC_ID': '12-015', 'ID': 315542, 'name': 'Jamar Lewis'})
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(354132, {'MCAC_ID': '12-015', 'ID': 354132, 'name': 'Damien Jones'})
(291968, {'MCAC_ID': '12-015', 'ID': 291968, 'name': 'Michael Smith'})
(314609, {'MCAC_ID': '12-015', 'ID': 314609, 'name': 'Julius Smith'})
(335691, {'MCAC_ID': '12-016', 'ID': 335691, 'name': 'Jayquan Coley'})
(203697, {'MCAC_ID': '12-016', 'ID': 203697, 'name': 'Jesse Keyon Coley'})
(221816, {'MCAC_ID': '12-016', 'ID': 221816, 'name': 'Leslie Coley'})
(107416, {'MCAC_ID': '12-016', 'ID': 107416, 'name': 'Shakwonda Coley'})
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(108848, {'MCAC_ID': '12-016', 'ID': 108848, 'name': 'Jeffrey Davis'})
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(244745, {'MCAC_ID': '12-016', 'ID': 244745, 'name': 'Cynthia Long'})
(205923, {'MCAC_ID': '12-016', 'ID': 205923, 'name': 'John Long'})
(320470, {'MCAC_ID': '12-016', 'ID': 320470, 'name': 'Michael Long'})
(245448, {'MCAC_ID': '12-016', 'ID': 245448, 'name': 'Richard Long'})
(331573, {'MCAC_ID': '12-016', 'ID': 331573, 'name': 'Stacy Lee Long Jr'})
(347475, {'MCAC_ID': '12-016', 'ID': 347475, 'name': 'Seymour Miles'})
(237911, {'MCAC_ID': '12-016', 'ID': 237911, 'name': 'Tracy Miles'})
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(336833, {'MCAC_ID': '12-018', 'ID': 336833, 'name': 'Eric Clay'})
(211549, {'MCAC_ID': '12-018', 'ID': 211549, 'name': 'Anna McKnight'})
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(255263, {'MCAC_ID': '12-020', 'ID': 255263, 'name': 'Pam Mitchell'})
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(265096, {'MCAC_ID': '12-020', 'ID': 265096, 'name': 'Melinda Mitchell'})
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(277576, {'MCAC_ID': '12-020', 'ID': 277576, 'name': 'Samuel Mitchell Sr.'})
(232665, {'MCAC_ID': '12-020', 'ID': 232665, 'name': 'Steven Cobb'})
(359581, {'MCAC_ID': '12-020', 'ID': 359581, 'name': 'Shekia Cobb'})
(285160, {'MCAC_ID': '12-020', 'ID': 285160, 'name': 'Sheryl Cobb'})
(284490, {'MCAC_ID': '12-020', 'ID': 284490, 'name': 'Aubrey “Nikki” Pena'})
(349846, {'MCAC_ID': '12-021', 'ID': 349846, 'name': 'Marquis Battle Quis'})
(313675, {'MCAC_ID': '12-021', 'ID': 313675, 'name': 'Josh Richardson'})
(348794, {'MCAC_ID': '12-021', 'ID': 348794, 'name': 'Jordan Boards'})
(115491, {'MCAC_ID': '12-021', 'ID': 115491, 'name': 'Chris Francis'})
(336780, {'MCAC_ID': '12-021', 'ID': 336780, 'name': 'Spencer Hagins'})
(340884, {'MCAC_ID': '12-021', 'ID': 340884, 'name': 'Reginald Redd Jr.'})
(345421, {'MCAC_ID': '12-021', 'ID': 345421, 'name': 'Denzel Richardson'})
(331420, {'MCAC_ID': '12-022', 'ID': 331420, 'name': 'Treshon Alexander'})
(311224, {'MCAC_ID': '12-022', 'ID': 311224, 'name': 'Julian Byrd'})
(314299, {'MCAC_ID': '12-022', 'ID': 314299, 'name': 'Ashlandt Clancy'})
(336526, {'MCAC_ID': '12-022', 'ID': 336526, 'name': 'Ray Francis'})
(302413, {'MCAC_ID': '12-022', 'ID': 302413, 'name': 'Mario Green'})
(317884, {'MCAC_ID': '12-022', 'ID': 317884, 'name': 'Teshan Orange'})
(283737, {'MCAC_ID': '12-023', 'ID': 283737, 'name': 'Amanda Bosley'})
(337282, {'MCAC_ID': '12-023', 'ID': 337282, 'name': 'Joel Rivera'})
(291475, {'MCAC_ID': '12-023', 'ID': 291475, 'name': 'Steven Thorne Jr'})
(330375, {'MCAC_ID': '12-023', 'ID': 330375, 'name': 'Joshua Vega'})
(294150, {'MCAC_ID': '12-023', 'ID': 294150, 'name': 'Jaclyn Cusenz'})
(321572, {'MCAC_ID': '12-023', 'ID': 321572, 'name': 'Justin Davis'})
(244774, {'MCAC_ID': '12-023', 'ID': 244774, 'name': 'Earnest Hawkins'})
(251127, {'MCAC_ID': '12-023', 'ID': 251127, 'name': 'Makeisha Hawkins'})
(339912, {'MCAC_ID': '12-023', 'ID': 339912, 'name': 'Angela Rodriguez'})
(345944, {'MCAC_ID': '12-023', 'ID': 345944, 'name': 'Daniel Rodriguez'})
(308142, {'MCAC_ID': '12-023', 'ID': 308142, 'name': 'Emmanuel Rivera'})
(251229, {'MCAC_ID': '12-023', 'ID': 251229, 'name': 'Mary Beth Rivera'})
(337543, {'MCAC_ID': '12-023', 'ID': 337543, 'name': 'Jacqueline Torres'})
(293767, {'MCAC_ID': '12-023', 'ID': 293767, 'name': 'Ida Vanorden'})
(273972, {'MCAC_ID': '12-023', 'ID': 273972, 'name': 'Michelle Vanorden'})
(329659, {'MCAC_ID': '12-023', 'ID': 329659, 'name': 'Joshua Brown'})
(362787, {'MCAC_ID': '12-023', 'ID': 362787, 'name': 'Tyler Lee'})
(246205, {'MCAC_ID': '12-023', 'ID': 246205, 'name': 'John Smith Sr'})
(318460, {'MCAC_ID': '12-023', 'ID': 318460, 'name': 'John Smith Jr'})
(332843, {'MCAC_ID': '12-025', 'ID': 332843, 'name': 'Robert Brooks'})
(272763, {'MCAC_ID': '12-025', 'ID': 272763, 'name': 'Loujack Crowder'})
(342594, {'MCAC_ID': '12-025', 'ID': 342594, 'name': 'Kevin Feliciano'})
(312028, {'MCAC_ID': '12-025', 'ID': 312028, 'name': 'Marius Johnson'})
(341138, {'MCAC_ID': '12-025', 'ID': 341138, 'name': 'Victor Lewis'})
(212199, {'MCAC_ID': '12-025', 'ID': 212199, 'name': 'Cubie Wilson'})
(272287, {'MCAC_ID': '12-025', 'ID': 272287, 'name': 'Anthony Vargas'})
(215321, {'MCAC_ID': '12-025', 'ID': 215321, 'name': 'Caridad Vargas'})
(341222, {'MCAC_ID': '12-025', 'ID': 341222, 'name': 'Enrique Cummings'})
(346098, {'MCAC_ID': '12-025', 'ID': 346098, 'name': 'Xavier Glover'})
(233360, {'MCAC_ID': '12-025', 'ID': 233360, 'name': 'James Haines'})
(289420, {'MCAC_ID': '12-025', 'ID': 289420, 'name': 'Richard Mattice'})
(250657, {'MCAC_ID': '12-025', 'ID': 250657, 'name': 'Carlos Rivera'})
(268598, {'MCAC_ID': '12-025', 'ID': 268598, 'name': 'Calvin Williams'})
(319875, {'MCAC_ID': '12-027', 'ID': 319875, 'name': 'Tramar Barber'})
(292951, {'MCAC_ID': '12-027', 'ID': 292951, 'name': 'James Florence'})
(108050, {'MCAC_ID': '12-027', 'ID': 108050, 'name': 'Marcus Florence'})
(115236, {'MCAC_ID': '12-027', 'ID': 115236, 'name': 'Kaurie Griffin'})
(339756, {'MCAC_ID': '12-027', 'ID': 339756, 'name': 'Antwon Harrington'})
(325197, {'MCAC_ID': '12-027', 'ID': 325197, 'name': 'Thomas Lewis'})
(318077, {'MCAC_ID': '12-027', 'ID': 318077, 'name': 'Derek Willis'})
(312214, {'MCAC_ID': '12-027', 'ID': 312214, 'name': 'Jose Casado'})
(273804, {'MCAC_ID': '12-027', 'ID': 273804, 'name': 'Luis Gonzalez'})
(351807, {'MCAC_ID': '12-027', 'ID': 351807, 'name': 'Xavier Quintana'})
(326538, {'MCAC_ID': '12-027', 'ID': 326538, 'name': 'Victor Rodriguez'})
(349566, {'MCAC_ID': '12-028', 'ID': 349566, 'name': 'Craig Stanford'})
(258134, {'MCAC_ID': '12-028', 'ID': 258134, 'name': 'Audrey Stewart'})
(293838, {'MCAC_ID': '12-028', 'ID': 293838, 'name': 'James Brooks'})
(228531, {'MCAC_ID': '12-028', 'ID': 228531, 'name': 'Marshal Calvy'})
(304156, {'MCAC_ID': '12-028', 'ID': 304156, 'name': 'Colby Smith'})
(215783, {'MCAC_ID': '12-028', 'ID': 215783, 'name': 'Brenda Cooper'})
(333102, {'MCAC_ID': '12-028', 'ID': 333102, 'name': 'Aliajuwan Smith'})
(354377, {'MCAC_ID': '12-029', 'ID': 354377, 'name': 'Donnell Alston Jr.'})
(356052, {'MCAC_ID': '12-029', 'ID': 356052, 'name': 'Raven Cooper'})
(314176, {'MCAC_ID': '12-029', 'ID': 314176, 'name': 'Laurice Williams'})
(358814, {'MCAC_ID': '12-029', 'ID': 358814, 'name': 'Dahmeer Floyd'})
(342174, {'MCAC_ID': '12-029', 'ID': 342174, 'name': 'Corey Davis'})
(362573, {'MCAC_ID': '12-029', 'ID': 362573, 'name': 'Charlotte Dunmore'})
(115943, {'MCAC_ID': '12-029', 'ID': 115943, 'name': 'Jairon Dunmore'})
(338362, {'MCAC_ID': '12-029', 'ID': 338362, 'name': 'Chonice Stewart'})
(342062, {'MCAC_ID': '12-029', 'ID': 342062, 'name': 'Daquan Young'})
(334293, {'MCAC_ID': '12-030', 'ID': 334293, 'name': 'Tequan Gatson'})
(220103, {'MCAC_ID': '12-030', 'ID': 220103, 'name': 'Ulysses Betances'})
(289219, {'MCAC_ID': '12-030', 'ID': 289219, 'name': 'Michael Mitchell'})
(288524, {'MCAC_ID': '12-030', 'ID': 288524, 'name': 'Charles Reed'})
(314140, {'MCAC_ID': '12-031', 'ID': 314140, 'name': 'Daryel King'})
(115521, {'MCAC_ID': '12-031', 'ID': 115521, 'name': 'Carey Bedell'})
(118010, {'MCAC_ID': '12-031', 'ID': 118010, 'name': 'Charles Randall'})
(222428, {'MCAC_ID': '12-031', 'ID': 222428, 'name': 'Linda Bratton'})
(359650, {'MCAC_ID': '12-031', 'ID': 359650, 'name': 'Chelsea Bratton'})
(317667, {'MCAC_ID': '12-034', 'ID': 317667, 'name': 'Donald Faulk'})
(201317, {'MCAC_ID': '12-034', 'ID': 201317, 'name': 'Cassandra Knight'})
(359132, {'MCAC_ID': '12-034', 'ID': 359132, 'name': 'Davante Knight'})
(264263, {'MCAC_ID': '12-034', 'ID': 264263, 'name': 'Ky Smith'})
(116220, {'MCAC_ID': '12-034', 'ID': 116220, 'name': 'Devon Thomas'})
(345422, {'MCAC_ID': '12-034', 'ID': 345422, 'name': 'Earl Thomas'})
(206436, {'MCAC_ID': '12-034', 'ID': 206436, 'name': 'Michael Hoyte'})
(259515, {'MCAC_ID': '12-034', 'ID': 259515, 'name': 'Benaiah Scott'})
(212063, {'MCAC_ID': '12-036', 'ID': 212063, 'name': 'William Coles'})
(219219, {'MCAC_ID': '12-036', 'ID': 219219, 'name': 'Jennifer Huff'})
(205167, {'MCAC_ID': '12-036', 'ID': 205167, 'name': 'Fitzgerald Dunham'})
(251493, {'MCAC_ID': '12-036', 'ID': 251493, 'name': 'Yakub McField'})
(231207, {'MCAC_ID': '12-036', 'ID': 231207, 'name': 'John Rudolph'})
(200159, {'MCAC_ID': '12-036', 'ID': 200159, 'name': 'Lannis Welch'})
(201768, {'MCAC_ID': '12-036', 'ID': 201768, 'name': 'Richard Collinge'})
(329708, {'MCAC_ID': '12-037', 'ID': 329708, 'name': 'Laquan Simmons'})
(299345, {'MCAC_ID': '12-037', 'ID': 299345, 'name': 'Devin Haygood'})
(341246, {'MCAC_ID': '12-037', 'ID': 341246, 'name': 'Kelvin Haygood'})
(305944, {'MCAC_ID': '12-038', 'ID': 305944, 'name': 'Rakeem Lane'})
(365849, {'MCAC_ID': '12-038', 'ID': 365849, 'name': 'David Lloyd Jr.'})
(230483, {'MCAC_ID': '12-038', 'ID': 230483, 'name': 'Jonathan Perry'})
(311865, {'MCAC_ID': '12-038', 'ID': 311865, 'name': 'Derek Wilcox'})
(338914, {'MCAC_ID': '12-038', 'ID': 338914, 'name': 'Joshua Wilcox'})
(236925, {'MCAC_ID': '12-038', 'ID': 236925, 'name': 'Preston Wilcox Jr.'})
(238631, {'MCAC_ID': '12-038', 'ID': 238631, 'name': 'Taureen Baker'})
(328132, {'MCAC_ID': '12-038', 'ID': 328132, 'name': 'David Harmon Jr.'})
(311723, {'MCAC_ID': '12-038', 'ID': 311723, 'name': 'Jeremy Moore'})
(331785, {'MCAC_ID': '13-003', 'ID': 331785, 'name': 'Shakirrah Crumity'})
(365426, {'MCAC_ID': '13-003', 'ID': 365426, 'name': 'Dontayius Gordon'})
(284886, {'MCAC_ID': '13-003', 'ID': 284886, 'name': 'Andre Lowe'})
(313092, {'MCAC_ID': '13-008', 'ID': 313092, 'name': 'Shannon Crary'})
(336518, {'MCAC_ID': '13-008', 'ID': 336518, 'name': 'James Dees'})
(238722, {'MCAC_ID': '13-008', 'ID': 238722, 'name': 'ohn Watkins'})
(335613, {'MCAC_ID': '13-008', 'ID': 335613, 'name': 'Nandai Watkins'})
(342832, {'MCAC_ID': '13-008', 'ID': 342832, 'name': 'Chazman Baity'})
(278727, {'MCAC_ID': '13-008', 'ID': 278727, 'name': 'Terrell Davis'})
(318330, {'MCAC_ID': '13-008', 'ID': 318330, 'name': 'Rashad Graham'})
(298925, {'MCAC_ID': '13-008', 'ID': 298925, 'name': 'Willie Henderson'})
(331488, {'MCAC_ID': '13-008', 'ID': 331488, 'name': 'Vernel Rose'})
(302734, {'MCAC_ID': '13-008', 'ID': 302734, 'name': 'Terry Strong Jr.'})
(327393, {'MCAC_ID': '13-008', 'ID': 327393, 'name': 'Sam Smith'})
(366025, {'MCAC_ID': '13-009', 'ID': 366025, 'name': 'Brandon Albert'})
(355689, {'MCAC_ID': '13-009', 'ID': 355689, 'name': 'Justice Baker'})
(368045, {'MCAC_ID': '13-009', 'ID': 368045, 'name': 'Dockeem Shelton'})
(363137, {'MCAC_ID': '13-009', 'ID': 363137, 'name': 'Germaine Strickland'})
(325285, {'MCAC_ID': '13-009', 'ID': 325285, 'name': 'Martell Caliz'})
(325284, {'MCAC_ID': '13-009', 'ID': 325284, 'name': 'Martin Gibson'})
(317067, {'MCAC_ID': '13-009', 'ID': 317067, 'name': 'Terrance Lewis'})
(344904, {'MCAC_ID': '13-009', 'ID': 344904, 'name': 'Jbril Lovett'})
(369055, {'MCAC_ID': '13-009', 'ID': 369055, 'name': 'Al-Yasha Wright'})
(364339, {'MCAC_ID': '13-009', 'ID': 364339, 'name': 'Jimmie Wright'})
(308325, {'MCAC_ID': '13-014', 'ID': 308325, 'name': 'Dwayne Greer'})
(285666, {'MCAC_ID': '13-014', 'ID': 285666, 'name': 'Desean Kelly'})
(289712, {'MCAC_ID': '13-014', 'ID': 289712, 'name': 'Detroit Kelly'})
(298347, {'MCAC_ID': '13-014', 'ID': 298347, 'name': 'Charles Coleman'})
(302209, {'MCAC_ID': '13-014', 'ID': 302209, 'name': 'Demetris Coleman'})
(234604, {'MCAC_ID': '13-014', 'ID': 234604, 'name': 'Danielle Greer'})
(307428, {'MCAC_ID': '13-019', 'ID': 307428, 'name': 'Leslie Foster'})
(283872, {'MCAC_ID': '13-019', 'ID': 283872, 'name': 'Quentin Foster'})
(346886, {'MCAC_ID': '13-019', 'ID': 346886, 'name': 'Joshua Harper'})
(289686, {'MCAC_ID': '13-019', 'ID': 289686, 'name': 'Alexis McIntyre'})
(247938, {'MCAC_ID': '13-019', 'ID': 247938, 'name': 'Barry Turner'})
(299284, {'MCAC_ID': '13-019', 'ID': 299284, 'name': 'Eric Majors'})
In [ ]:
#Displaying edge attributes.
for edge in G.edges(data=True):
  print(edge)

Streaming output truncated to the last 5000 lines.
(294587, 313335, {'MCAC ID': '11-008'})
(294587, 334896, {'MCAC ID': '11-008'})
(294587, 202102, {'MCAC ID': '11-008'})
(323578, 305158, {'MCAC ID': '10-026'})
(323578, 208028, {'MCAC ID': '10-026'})
(323578, 284669, {'MCAC ID': '10-026'})
(323578, 326100, {'MCAC ID': '10-026'})
(323578, 233679, {'MCAC ID': '10-026'})
(323578, 274953, {'MCAC ID': '10-026'})
(305158, 208028, {'MCAC ID': '10-026'})
(305158, 284669, {'MCAC ID': '10-026'})
(305158, 326100, {'MCAC ID': '10-026'})
(305158, 233679, {'MCAC ID': '10-026'})
(305158, 274953, {'MCAC ID': '10-026'})
(208028, 284669, {'MCAC ID': '10-026'})
(208028, 326100, {'MCAC ID': '10-026'})
(208028, 233679, {'MCAC ID': '10-026'})
(208028, 274953, {'MCAC ID': '10-026'})
(284669, 326100, {'MCAC ID': '10-026'})
(284669, 233679, {'MCAC ID': '10-026'})
(284669, 274953, {'MCAC ID': '10-026'})
(326100, 233679, {'MCAC ID': '10-026'})
(326100, 274953, {'MCAC ID': '10-026'})
(233679, 274953, {'MCAC ID': '10-026'})
(200414, 321333, {'MCAC ID': '10-027'})
(200414, 338609, {'MCAC ID': '10-027'})
(200414, 324539, {'MCAC ID': '10-027'})
(321333, 338609, {'MCAC ID': '10-027'})
(321333, 324539, {'MCAC ID': '10-027'})
(338609, 324539, {'MCAC ID': '10-027'})
(226138, 272431, {'MCAC ID': '10-028'})
(225741, 235693, {'MCAC ID': '10-031'})
(225741, 206303, {'MCAC ID': '10-031'})
(235693, 206303, {'MCAC ID': '10-031'})
(304227, 266331, {'MCAC ID': '10-032'})
(304227, 301281, {'MCAC ID': '10-032'})
(304227, 213409, {'MCAC ID': '10-032'})
(304227, 308630, {'MCAC ID': '10-032'})
(304227, 110152, {'MCAC ID': '10-032'})
(304227, 112113, {'MCAC ID': '10-032'})
(304227, 311672, {'MCAC ID': '10-032'})
(304227, 309500, {'MCAC ID': '10-032'})
(266331, 301281, {'MCAC ID': '10-032'})
(266331, 213409, {'MCAC ID': '10-032'})
(266331, 308630, {'MCAC ID': '10-032'})
(266331, 110152, {'MCAC ID': '10-032'})
(266331, 112113, {'MCAC ID': '10-032'})
(266331, 311672, {'MCAC ID': '10-032'})
(266331, 309500, {'MCAC ID': '10-032'})
(301281, 213409, {'MCAC ID': '10-032'})
(301281, 308630, {'MCAC ID': '10-032'})
(301281, 110152, {'MCAC ID': '10-032'})
(301281, 112113, {'MCAC ID': '10-032'})
(301281, 311672, {'MCAC ID': '10-032'})
(301281, 309500, {'MCAC ID': '10-032'})
(213409, 308630, {'MCAC ID': '10-032'})
(213409, 110152, {'MCAC ID': '10-032'})
(213409, 112113, {'MCAC ID': '10-032'})
(213409, 311672, {'MCAC ID': '10-032'})
(213409, 309500, {'MCAC ID': '10-032'})
(308630, 110152, {'MCAC ID': '11-019'})
(308630, 112113, {'MCAC ID': '10-032'})
(308630, 311672, {'MCAC ID': '11-019'})
(308630, 309500, {'MCAC ID': '10-032'})
(308630, 313533, {'MCAC ID': '11-019'})
(308630, 313535, {'MCAC ID': '11-019'})
(308630, 351034, {'MCAC ID': '11-019'})
(308630, 281342, {'MCAC ID': '11-019'})
(308630, 313536, {'MCAC ID': '11-019'})
(308630, 295301, {'MCAC ID': '11-019'})
(308630, 336186, {'MCAC ID': '11-019'})
(308630, 324321, {'MCAC ID': '11-019'})
(308630, 345779, {'MCAC ID': '11-019'})
(308630, 285794, {'MCAC ID': '11-019'})
(308630, 343989, {'MCAC ID': '11-019'})
(308630, 338322, {'MCAC ID': '11-019'})
(308630, 112858, {'MCAC ID': '11-019'})
(308630, 317881, {'MCAC ID': '11-019'})
(110152, 112113, {'MCAC ID': '10-032'})
(110152, 311672, {'MCAC ID': '11-019'})
(110152, 309500, {'MCAC ID': '10-032'})
(110152, 313533, {'MCAC ID': '11-019'})
(110152, 313535, {'MCAC ID': '11-019'})
(110152, 351034, {'MCAC ID': '11-019'})
(110152, 281342, {'MCAC ID': '11-019'})
(110152, 313536, {'MCAC ID': '11-019'})
(110152, 295301, {'MCAC ID': '11-019'})
(110152, 336186, {'MCAC ID': '11-019'})
(110152, 324321, {'MCAC ID': '11-019'})
(110152, 345779, {'MCAC ID': '11-019'})
(110152, 285794, {'MCAC ID': '11-019'})
(110152, 343989, {'MCAC ID': '11-019'})
(110152, 338322, {'MCAC ID': '11-019'})
(110152, 112858, {'MCAC ID': '11-019'})
(110152, 317881, {'MCAC ID': '11-019'})
(112113, 311672, {'MCAC ID': '10-032'})
(112113, 309500, {'MCAC ID': '10-032'})
(311672, 309500, {'MCAC ID': '10-032'})
(311672, 313533, {'MCAC ID': '11-019'})
(311672, 313535, {'MCAC ID': '11-019'})
(311672, 351034, {'MCAC ID': '11-019'})
(311672, 281342, {'MCAC ID': '11-019'})
(311672, 313536, {'MCAC ID': '11-019'})
(311672, 295301, {'MCAC ID': '11-019'})
(311672, 336186, {'MCAC ID': '11-019'})
(311672, 324321, {'MCAC ID': '11-019'})
(311672, 345779, {'MCAC ID': '11-019'})
(311672, 285794, {'MCAC ID': '11-019'})
(311672, 343989, {'MCAC ID': '11-019'})
(311672, 338322, {'MCAC ID': '11-019'})
(311672, 112858, {'MCAC ID': '11-019'})
(311672, 317881, {'MCAC ID': '11-019'})
(309635, 100271, {'MCAC ID': '10-033'})
(309635, 330799, {'MCAC ID': '10-033'})
(309635, 309302, {'MCAC ID': '10-033'})
(309635, 330432, {'MCAC ID': '10-033'})
(309635, 341877, {'MCAC ID': '10-033'})
(309635, 317444, {'MCAC ID': '10-033'})
(309635, 316734, {'MCAC ID': '10-033'})
(309635, 317368, {'MCAC ID': '10-033'})
(309635, 339308, {'MCAC ID': '10-033'})
(309635, 312118, {'MCAC ID': '10-033'})
(309635, 327637, {'MCAC ID': '10-033'})
(309635, 309300, {'MCAC ID': '10-033'})
(309635, 340611, {'MCAC ID': '10-033'})
(309635, 313863, {'MCAC ID': '10-033'})
(309635, 342993, {'MCAC ID': '10-033'})
(309635, 311388, {'MCAC ID': '10-033'})
(309635, 312497, {'MCAC ID': '10-033'})
(309635, 320962, {'MCAC ID': '10-033'})
(309635, 327780, {'MCAC ID': '10-033'})
(309635, 315560, {'MCAC ID': '10-033'})
(309635, 320202, {'MCAC ID': '10-033'})
(309635, 106337, {'MCAC ID': '10-033'})
(309635, 310600, {'MCAC ID': '10-033'})
(309635, 275554, {'MCAC ID': '10-033'})
(309635, 343963, {'MCAC ID': '10-033'})
(309635, 309301, {'MCAC ID': '10-033'})
(309635, 328771, {'MCAC ID': '10-033'})
(309635, 331064, {'MCAC ID': '10-033'})
(309635, 308678, {'MCAC ID': '10-033'})
(309635, 112838, {'MCAC ID': '10-033'})
(309635, 315911, {'MCAC ID': '10-033'})
(309635, 303389, {'MCAC ID': '10-033'})
(309635, 340679, {'MCAC ID': '10-033'})
(309635, 309303, {'MCAC ID': '10-033'})
(309635, 340484, {'MCAC ID': '10-033'})
(309635, 285902, {'MCAC ID': '10-033'})
(309635, 316442, {'MCAC ID': '10-033'})
(309635, 336666, {'MCAC ID': '10-033'})
(309635, 267169, {'MCAC ID': '10-033'})
(309635, 267075, {'MCAC ID': '10-033'})
(309635, 111420, {'MCAC ID': '10-033'})
(309635, 323242, {'MCAC ID': '10-033'})
(309635, 328458, {'MCAC ID': '10-033'})
(309635, 283456, {'MCAC ID': '10-033'})
(309635, 301344, {'MCAC ID': '10-033'})
(309635, 311745, {'MCAC ID': '10-033'})
(309635, 301391, {'MCAC ID': '10-033'})
(309635, 215872, {'MCAC ID': '10-033'})
(309635, 337659, {'MCAC ID': '10-033'})
(309635, 278674, {'MCAC ID': '10-033'})
(309635, 324939, {'MCAC ID': '10-033'})
(309635, 287415, {'MCAC ID': '10-033'})
(309635, 279796, {'MCAC ID': '10-033'})
(100271, 330799, {'MCAC ID': '10-033'})
(100271, 309302, {'MCAC ID': '10-033'})
(100271, 330432, {'MCAC ID': '10-033'})
(100271, 341877, {'MCAC ID': '10-033'})
(100271, 317444, {'MCAC ID': '10-033'})
(100271, 316734, {'MCAC ID': '10-033'})
(100271, 317368, {'MCAC ID': '10-033'})
(100271, 339308, {'MCAC ID': '10-033'})
(100271, 312118, {'MCAC ID': '10-033'})
(100271, 327637, {'MCAC ID': '10-033'})
(100271, 309300, {'MCAC ID': '10-033'})
(100271, 340611, {'MCAC ID': '10-033'})
(100271, 313863, {'MCAC ID': '10-033'})
(100271, 342993, {'MCAC ID': '10-033'})
(100271, 311388, {'MCAC ID': '10-033'})
(100271, 312497, {'MCAC ID': '10-033'})
(100271, 320962, {'MCAC ID': '10-033'})
(100271, 327780, {'MCAC ID': '10-033'})
(100271, 315560, {'MCAC ID': '10-033'})
(100271, 320202, {'MCAC ID': '10-033'})
(100271, 106337, {'MCAC ID': '10-033'})
(100271, 310600, {'MCAC ID': '10-033'})
(100271, 275554, {'MCAC ID': '10-033'})
(100271, 343963, {'MCAC ID': '10-033'})
(100271, 309301, {'MCAC ID': '10-033'})
(100271, 328771, {'MCAC ID': '10-033'})
(100271, 331064, {'MCAC ID': '10-033'})
(100271, 308678, {'MCAC ID': '10-033'})
(100271, 112838, {'MCAC ID': '10-033'})
(100271, 315911, {'MCAC ID': '10-033'})
(100271, 303389, {'MCAC ID': '10-033'})
(100271, 340679, {'MCAC ID': '10-033'})
(100271, 309303, {'MCAC ID': '10-033'})
(100271, 340484, {'MCAC ID': '10-033'})
(100271, 285902, {'MCAC ID': '10-033'})
(100271, 316442, {'MCAC ID': '10-033'})
(100271, 336666, {'MCAC ID': '10-033'})
(100271, 267169, {'MCAC ID': '10-033'})
(100271, 267075, {'MCAC ID': '10-033'})
(100271, 111420, {'MCAC ID': '10-033'})
(100271, 323242, {'MCAC ID': '10-033'})
(100271, 328458, {'MCAC ID': '10-033'})
(100271, 283456, {'MCAC ID': '10-033'})
(100271, 301344, {'MCAC ID': '10-033'})
(100271, 311745, {'MCAC ID': '10-033'})
(100271, 301391, {'MCAC ID': '10-033'})
(100271, 215872, {'MCAC ID': '10-033'})
(100271, 337659, {'MCAC ID': '10-033'})
(100271, 278674, {'MCAC ID': '10-033'})
(100271, 324939, {'MCAC ID': '10-033'})
(100271, 287415, {'MCAC ID': '10-033'})
(100271, 279796, {'MCAC ID': '10-033'})
(330799, 309302, {'MCAC ID': '10-033'})
(330799, 330432, {'MCAC ID': '10-033'})
(330799, 341877, {'MCAC ID': '12-030'})
(330799, 317444, {'MCAC ID': '10-033'})
(330799, 316734, {'MCAC ID': '10-033'})
(330799, 317368, {'MCAC ID': '10-033'})
(330799, 339308, {'MCAC ID': '10-033'})
(330799, 312118, {'MCAC ID': '10-033'})
(330799, 327637, {'MCAC ID': '10-033'})
(330799, 309300, {'MCAC ID': '10-033'})
(330799, 340611, {'MCAC ID': '10-033'})
(330799, 313863, {'MCAC ID': '10-033'})
(330799, 342993, {'MCAC ID': '10-033'})
(330799, 311388, {'MCAC ID': '10-033'})
(330799, 312497, {'MCAC ID': '10-033'})
(330799, 320962, {'MCAC ID': '10-033'})
(330799, 327780, {'MCAC ID': '10-033'})
(330799, 315560, {'MCAC ID': '10-033'})
(330799, 320202, {'MCAC ID': '10-033'})
(330799, 106337, {'MCAC ID': '10-033'})
(330799, 310600, {'MCAC ID': '10-033'})
(330799, 275554, {'MCAC ID': '10-033'})
(330799, 343963, {'MCAC ID': '10-033'})
(330799, 309301, {'MCAC ID': '10-033'})
(330799, 328771, {'MCAC ID': '10-033'})
(330799, 331064, {'MCAC ID': '10-033'})
(330799, 308678, {'MCAC ID': '10-033'})
(330799, 112838, {'MCAC ID': '10-033'})
(330799, 315911, {'MCAC ID': '10-033'})
(330799, 303389, {'MCAC ID': '10-033'})
(330799, 340679, {'MCAC ID': '10-033'})
(330799, 309303, {'MCAC ID': '12-030'})
(330799, 340484, {'MCAC ID': '10-033'})
(330799, 285902, {'MCAC ID': '10-033'})
(330799, 316442, {'MCAC ID': '10-033'})
(330799, 336666, {'MCAC ID': '12-030'})
(330799, 267169, {'MCAC ID': '10-033'})
(330799, 267075, {'MCAC ID': '10-033'})
(330799, 111420, {'MCAC ID': '10-033'})
(330799, 323242, {'MCAC ID': '10-033'})
(330799, 328458, {'MCAC ID': '10-033'})
(330799, 283456, {'MCAC ID': '10-033'})
(330799, 301344, {'MCAC ID': '10-033'})
(330799, 311745, {'MCAC ID': '10-033'})
(330799, 301391, {'MCAC ID': '10-033'})
(330799, 215872, {'MCAC ID': '10-033'})
(330799, 337659, {'MCAC ID': '10-033'})
(330799, 278674, {'MCAC ID': '10-033'})
(330799, 324939, {'MCAC ID': '10-033'})
(330799, 287415, {'MCAC ID': '10-033'})
(330799, 279796, {'MCAC ID': '10-033'})
(330799, 334293, {'MCAC ID': '12-030'})
(330799, 307836, {'MCAC ID': '12-030'})
(330799, 220103, {'MCAC ID': '12-030'})
(330799, 311157, {'MCAC ID': '12-030'})
(330799, 319943, {'MCAC ID': '12-030'})
(330799, 305118, {'MCAC ID': '12-030'})
(330799, 324097, {'MCAC ID': '12-030'})
(330799, 289219, {'MCAC ID': '12-030'})
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(278727, 302734, {'MCAC ID': '13-008'})
(278727, 327393, {'MCAC ID': '13-008'})
(318330, 298925, {'MCAC ID': '13-008'})
(318330, 331488, {'MCAC ID': '13-008'})
(318330, 302734, {'MCAC ID': '13-008'})
(318330, 327393, {'MCAC ID': '13-008'})
(298925, 331488, {'MCAC ID': '13-008'})
(298925, 302734, {'MCAC ID': '13-008'})
(298925, 327393, {'MCAC ID': '13-008'})
(331488, 302734, {'MCAC ID': '13-008'})
(331488, 327393, {'MCAC ID': '13-008'})
(302734, 327393, {'MCAC ID': '13-008'})
(366025, 355689, {'MCAC ID': '13-009'})
(366025, 368045, {'MCAC ID': '13-009'})
(366025, 363137, {'MCAC ID': '13-009'})
(366025, 325285, {'MCAC ID': '13-009'})
(366025, 325284, {'MCAC ID': '13-009'})
(366025, 317067, {'MCAC ID': '13-009'})
(366025, 344904, {'MCAC ID': '13-009'})
(366025, 369055, {'MCAC ID': '13-009'})
(366025, 364339, {'MCAC ID': '13-009'})
(355689, 368045, {'MCAC ID': '13-009'})
(355689, 363137, {'MCAC ID': '13-009'})
(355689, 325285, {'MCAC ID': '13-009'})
(355689, 325284, {'MCAC ID': '13-009'})
(355689, 317067, {'MCAC ID': '13-009'})
(355689, 344904, {'MCAC ID': '13-009'})
(355689, 369055, {'MCAC ID': '13-009'})
(355689, 364339, {'MCAC ID': '13-009'})
(368045, 363137, {'MCAC ID': '13-009'})
(368045, 325285, {'MCAC ID': '13-009'})
(368045, 325284, {'MCAC ID': '13-009'})
(368045, 317067, {'MCAC ID': '13-009'})
(368045, 344904, {'MCAC ID': '13-009'})
(368045, 369055, {'MCAC ID': '13-009'})
(368045, 364339, {'MCAC ID': '13-009'})
(363137, 325285, {'MCAC ID': '13-009'})
(363137, 325284, {'MCAC ID': '13-009'})
(363137, 317067, {'MCAC ID': '13-009'})
(363137, 344904, {'MCAC ID': '13-009'})
(363137, 369055, {'MCAC ID': '13-009'})
(363137, 364339, {'MCAC ID': '13-009'})
(325285, 325284, {'MCAC ID': '13-009'})
(325285, 317067, {'MCAC ID': '13-009'})
(325285, 344904, {'MCAC ID': '13-009'})
(325285, 369055, {'MCAC ID': '13-009'})
(325285, 364339, {'MCAC ID': '13-009'})
(325284, 317067, {'MCAC ID': '13-009'})
(325284, 344904, {'MCAC ID': '13-009'})
(325284, 369055, {'MCAC ID': '13-009'})
(325284, 364339, {'MCAC ID': '13-009'})
(317067, 344904, {'MCAC ID': '13-009'})
(317067, 369055, {'MCAC ID': '13-009'})
(317067, 364339, {'MCAC ID': '13-009'})
(344904, 369055, {'MCAC ID': '13-009'})
(344904, 364339, {'MCAC ID': '13-009'})
(369055, 364339, {'MCAC ID': '13-009'})
(308325, 285666, {'MCAC ID': '13-014'})
(308325, 289712, {'MCAC ID': '13-014'})
(308325, 298347, {'MCAC ID': '13-014'})
(308325, 302209, {'MCAC ID': '13-014'})
(308325, 234604, {'MCAC ID': '13-014'})
(285666, 289712, {'MCAC ID': '13-014'})
(285666, 298347, {'MCAC ID': '13-014'})
(285666, 302209, {'MCAC ID': '13-014'})
(285666, 234604, {'MCAC ID': '13-014'})
(289712, 298347, {'MCAC ID': '13-014'})
(289712, 302209, {'MCAC ID': '13-014'})
(289712, 234604, {'MCAC ID': '13-014'})
(298347, 302209, {'MCAC ID': '13-014'})
(298347, 234604, {'MCAC ID': '13-014'})
(302209, 234604, {'MCAC ID': '13-014'})
(307428, 283872, {'MCAC ID': '13-019'})
(307428, 346886, {'MCAC ID': '13-019'})
(307428, 289686, {'MCAC ID': '13-019'})
(307428, 247938, {'MCAC ID': '13-019'})
(307428, 299284, {'MCAC ID': '13-019'})
(283872, 346886, {'MCAC ID': '13-019'})
(283872, 289686, {'MCAC ID': '13-019'})
(283872, 247938, {'MCAC ID': '13-019'})
(283872, 299284, {'MCAC ID': '13-019'})
(346886, 289686, {'MCAC ID': '13-019'})
(346886, 247938, {'MCAC ID': '13-019'})
(346886, 299284, {'MCAC ID': '13-019'})
(289686, 247938, {'MCAC ID': '13-019'})
(289686, 299284, {'MCAC ID': '13-019'})
(247938, 299284, {'MCAC ID': '13-019'})
In [ ]:
#plotting general network with spring layout.
pos = nx.spring_layout(G) #positions for all nodes
plt.figure(figsize=(50,50))
nx.draw_networkx_edges(G,pos, width=1,edge_color='red')
nx.draw_networkx_nodes(G,pos,node_size=2)
# nx.draw_networkx_labels(G,pos=pos) #to label the nodes with Id
plt.savefig("Initial_network.png", formant="PNG", dpi=300)
plt.show()
In [ ]:
#Betweeness Centrality
betCent = nx.betweenness_centrality(G, normalized=True, endpoints=True)
node_size =  [v * 10000 for v in betCent.values()]
pos = nx.circular_layout(G) #positions for all nodes
plt.figure(figsize=(50,50))
nx.draw_networkx_edges(G,pos, width=1,edge_color='red')
nx.draw_networkx_nodes(G,pos,node_size=node_size)
#nx.draw_networkx_labels(G,pos=pos) #to label the nodes with Id
plt.savefig("Betweeness.png", formant="PNG", dpi=300)
plt.show()
In [ ]:
#sorted(betCent, key=betCent.get, reverse=True)
In [ ]:
#Degree Centrality
pos = nx.spectral_layout(G)
degCent = nx.degree_centrality(G)
node_size =  [v * 10000 for v in degCent.values()]
plt.figure(figsize=(50,50))
nx.draw_networkx_edges(G,pos, width=1,edge_color='red')
nx.draw_networkx_nodes(G,pos,node_size=node_size)
#nx.draw_networkx_labels(G,pos=pos) #to label the nodes with Id
plt.savefig("Degree.png", formant="PNG", dpi=300) 
plt.show()
In [ ]:
#sorted(degCent, key=degCent.get, reverse=True)
In [ ]:
#Closeness Centrality
pos = nx.spring_layout(G)
cloCent = nx.closeness_centrality(G)
node_color = [20000.0 * G.degree(v) for v in G]
node_size =  [v * 10000 for v in cloCent.values()]
plt.figure(figsize=(20,100))
nx.draw_networkx_edges(G,pos, width=1,edge_color='red')
nx.draw_networkx_nodes(G,pos,node_size=node_size)
#nx.draw_networkx_labels(G,pos=pos) #to label the nodes with Id
plt.savefig("Closeness.png", formant="PNG", dpi=300)
plt.show()
In [ ]:
# sorted(cloCent, key=cloCent.get, reverse=True)
In [ ]:
#Eigen Vector Centrality
eigCent = nx.eigenvector_centrality(G)
node_color = [20000.0 * G.degree(v) for v in G]
node_size =  [v * 10000 for v in eigCent.values()]
plt.figure(figsize=(30,100))
nx.draw_networkx_edges(G,pos, width=1,edge_color='red')
nx.draw_networkx_nodes(G,pos,node_size=node_size)
#nx.draw_networkx_labels(G,pos=pos) #to label the nodes with Id
plt.savefig("Eigen.png", formant="PNG", dpi=300) 
plt.show()
In [ ]:
# sorted(eigCent, key=eigCent.get, reverse=True)

We have collected the data from Rochester Police Department. Here we have populated a general network and calculated the centrality scores for all the data points.
In the future we will be working on the modeling and prediction phase. With the help of the collected matrix we will construct an appropriate model to identify the perpetrator of the violence in the test set.